SOTAVerified

Computational Efficiency

Methods and optimizations to reduce the computational resources (e.g., time, memory, or power) needed for training and inference in models. This involves techniques that streamline processing, optimize algorithms, or leverage hardware to enhance performance without compromising accuracy.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1101–1150 of 4891 papers

TitleStatusHype
Joint User Association and Bandwidth Assignment for Digital Twin-Assisted Multi-RAT Networks—0
HDiffTG: A Lightweight Hybrid Diffusion-Transformer-GCN Architecture for 3D Human Pose EstimationCode0
Learning based convex approximation for constrained parametric optimization—0
Comparative Analysis of Lightweight Deep Learning Models for Memory-Constrained Devices—0
SAND: One-Shot Feature Selection with Additive Noise Distortion—0
Latent Adaptive Planner for Dynamic Manipulation—0
MambaStyle: Efficient StyleGAN Inversion for Real Image Editing with State-Space Models—0
GNN-enabled Precoding for Massive MIMO LEO Satellite Communications—0
A Symbolic and Statistical Learning Framework to Discover Bioprocessing Regulatory Mechanism: Cell Culture Example—0
Learning Symbolic Persistent Macro-Actions for POMDP Solving Over Time—0
Model Predictive Fuzzy Control: A Hierarchical Multi-Agent Control Architecture for Outdoor Search-and-Rescue Robots—0
Aerodynamic and structural airfoil shape optimisation via Transfer Learning-enhanced Deep Reinforcement Learning—0
Beyond the model: Key differentiators in large language models and multi-agent services—0
Sparse Ellipsoidal Radial Basis Function Network for Point Cloud Surface RepresentationCode0
Less is More: Efficient Weight Farcasting with 1-Layer Neural Network—0
Continuous Normalizing Flows for Uncertainty-Aware Human Pose Estimation—0
Focal-SAM: Focal Sharpness-Aware Minimization for Long-Tailed Classification—0
Easz: An Agile Transformer-based Image Compression Framework for Resource-constrained IoTs—0
GauS-SLAM: Dense RGB-D SLAM with Gaussian Surfels—0
Integration of Multi-Mode Preference into Home Energy Management System Using Deep Reinforcement Learning—0
GeloVec: Higher Dimensional Geometric Smoothing for Coherent Visual Feature Extraction in Image Segmentation—0
Dendritic Computing with Multi-Gate Ferroelectric Field-Effect Transistors—0
Can Foundation Models Really Segment Tumors? A Benchmarking Odyssey in Lung CT Imaging—0
LMDepth: Lightweight Mamba-based Monocular Depth Estimation for Real-World Deployment—0
Stabilizing Temporal Difference Learning via Implicit Stochastic Recursion—0
To Repair or Not to Repair? Investigating the Importance of AB-Cycles for the State-of-the-Art TSP Heuristic EAX—0
Do global forecasting models require frequent retraining?—0
Safety-Critical Traffic Simulation with Guided Latent Diffusion Model—0
Multi-start Optimization Method via Scalarization based on Target Point-based Tchebycheff Distance for Multi-objective Optimization—0
Dimension-reduced Optimization of Multi-zone Thermostatically Controlled LoadsCode0
Gaussian Process Policy Iteration with Additive Schwarz Acceleration for Forward and Inverse HJB and Mean Field Game Problems—0
Kernel Density Machines—0
Generative QoE Modeling: A Lightweight Approach for Telecom Networks—0
Make Both Ends Meet: A Synergistic Optimization Infrared Small Target Detection with Streamlined Computational Overhead—0
Data-driven operator learning for energy-efficient building control—0
From Precision to Perception: User-Centred Evaluation of Keyword Extraction Algorithms for Internet-Scale Contextual Advertising—0
ArrhythmiaVision: Resource-Conscious Deep Learning Models with Visual Explanations for ECG Arrhythmia Classification—0
GDP-GFCF Dynamics Across Global Economies: A Comparative Study of Panel Regressions and Random Forest—0
Cognitive maps are generative programs—0
DLCM: a versatile multi-level solver for heterogeneous multicellular systems—0
A Hybrid Mixture of t-Factor Analyzers for Clustering High-dimensional Data—0
Exploiting inter-agent coupling information for efficient reinforcement learning of cooperative LQR—0
Improving trajectory continuity in drone-based crowd monitoring using a set of minimal-cost techniques and deep discriminative correlation filters—0
Fault Detection and Human Intervention in Vehicle Platooning: A Multi-Model Framework—0
MLICv2: Enhanced Multi-Reference Entropy Modeling for Learned Image Compression—0
Transformer-Empowered Actor-Critic Reinforcement Learning for Sequence-Aware Service Function Chain Partitioning—0
Nonconvex Linear System Identification with Minimal State Representation—0
Outlier-aware Tensor Robust Principal Component Analysis with Self-guided Data Augmentation—0
Appa: Bending Weather Dynamics with Latent Diffusion Models for Global Data Assimilation—0
PODNO: Proper Orthogonal Decomposition Neural Operators—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ViTaLHamming Loss0.05—Unverified